# Video Prediction on Moving MNIST unbiased (test) Source: [Video Prediction on Moving MNIST unbiased (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:40.896Z Evaluation of video prediction performance on the unbiased test split of the Moving MNIST dataset, typically measured using metrics like MSE and SSIM. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Video Prediction | | Dataset (including any stated split) | Moving MNIST unbiased (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MSE](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Loci | 30.7 | Not recorded | 68fa6e801e209131cea40624 | | PhyDNet | 35.6 | Not recorded | 68fa6e801e209131cea40624 | | Loci | 52.5 | Not recorded | 68fa6e801e209131cea40624 | | PhyDNet | 58.6 | Not recorded | 68fa6e801e209131cea40624 | | PhyDNet | 80.7 | Not recorded | 68fa6e801e209131cea40624 | | Loci | 98.3 | Not recorded | 68fa6e801e209131cea40624 | | PhyDNet | 113.9 | Not recorded | 68fa6e801e209131cea40624 | | PhyDNet | 155.1 | Not recorded | 68fa6e801e209131cea40624 | | Loci | 165.1 | Not recorded | 68fa6e801e209131cea40624 | | Loci | 221.2 | Not recorded | 68fa6e801e209131cea40624 | ### Loci MSE: 30.7. Result ID: 699026913a6c314849fe789a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"10"}. This record does not assert independent reproduction. ### PhyDNet MSE: 35.6. Result ID: 699026913a6c314849fe7899. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"10"}. This record does not assert independent reproduction. ### Loci MSE: 52.5. Result ID: 699026913a6c314849fe789c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"20"}. This record does not assert independent reproduction. ### PhyDNet MSE: 58.6. Result ID: 699026913a6c314849fe789b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"20"}. This record does not assert independent reproduction. ### PhyDNet MSE: 80.7. Result ID: 699026913a6c314849fe789d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"30"}. This record does not assert independent reproduction. ### Loci MSE: 98.3. Result ID: 699026913a6c314849fe789e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"30"}. This record does not assert independent reproduction. ### PhyDNet MSE: 113.9. Result ID: 699026913a6c314849fe789f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"50"}. This record does not assert independent reproduction. ### PhyDNet MSE: 155.1. Result ID: 699026913a6c314849fe78a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"100"}. This record does not assert independent reproduction. ### Loci MSE: 165.1. Result ID: 699026913a6c314849fe78a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"50"}. This record does not assert independent reproduction. ### Loci MSE: 221.2. Result ID: 699026913a6c314849fe78a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon (T)":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.